{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "### 1.导包\r\n",
    "### 2.通过网页链接生成soup\r\n",
    "### 3.通过soup拿到自己想要的字符数据\r\n",
    "### 4.通过拿到的歌曲的名称生成词云图\r\n",
    "### 5.保存文件"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1.导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#导包\r\n",
    "from bs4 import BeautifulSoup#爬虫得到的数据格式包\r\n",
    "import requests#发送请求的包\r\n",
    "import wordcloud#导入词云的包\r\n",
    "import matplotlib.pyplot as plt#绘图包\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 2.通过网页链接生成soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://baike.baidu.com/item/%E8%AE%B8%E5%B5%A9/5425?fr=aladdin <class 'str'>\n"
     ]
    }
   ],
   "source": [
    "#把百度百科网页的链接放在这儿\r\n",
    "request_url=\"https://baike.baidu.com/item/%E8%AE%B8%E5%B5%A9/5425?fr=aladdin\"\r\n",
    "print(request_url,type(request_url))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "header={'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/74.0.3729.131 Safari/537.36'}\r\n",
    "header"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(header)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把网页链接和header放在这儿 生成请求\r\n",
    "html=requests.get(request_url,headers=header,timeout=10)\r\n",
    "html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "requests.models.Response"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(html)#得到的html是一个response对象  然后可以通过text的方式得到里面的内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    }
   ],
   "source": [
    "content=html.text#这里就不要打印了吧 打印出来的是网页源代码 因为这里打印出来太费劲了\r\n",
    "print(type(content))#这样就打印出来了 不要随便打印吧 费劲\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "同样这里也不要随便打印soup吧，只看看数据类型吧: <class 'bs4.BeautifulSoup'>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/bs4/__init__.py:221: UserWarning: You provided Unicode markup but also provided a value for from_encoding. Your from_encoding will be ignored.\n",
      "  warnings.warn(\"You provided Unicode markup but also provided a value for from_encoding. Your from_encoding will be ignored.\")\n"
     ]
    }
   ],
   "source": [
    "#上面就是把网页里面所有的代码文件给拿到了  所以下一步通过这个str类型的数据去得到一个soup对象\r\n",
    "soup=BeautifulSoup(content,'html.parser',from_encoding='utf-8')\r\n",
    "print(\"同样这里也不要随便打印soup吧，只看看数据类型吧:\",type(soup))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3.通过soup去拿到自己想要的字符数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "先打印一下数据类型吧: <class 'bs4.element.Tag'>\n"
     ]
    }
   ],
   "source": [
    "#有了这个soup之后 再去找到含有歌曲名字的那部分的<><>格式的数据  这里set是个特殊词 不能用 直接拿到里面的每一页把 然后for循环拿完\r\n",
    "songTab1=soup.find('tbody',class_='page-wrapper pager-1')\r\n",
    "print(\"先打印一下数据类型吧:\",type(songTab1))#数据类型是对的 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['page-wrapper pager-1',\n",
       " 'page-wrapper pager-2',\n",
       " 'page-wrapper pager-3',\n",
       " 'page-wrapper pager-4',\n",
       " 'page-wrapper pager-5']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str_list=['page-wrapper pager-'+str(i+1) for i in range(5)]\r\n",
    "str_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前的td: <td><a data-lemmaid=\"56708267\" href=\"/item/%E6%98%A8%E5%A4%9C%E4%B9%A6/56708267\" target=\"_blank\">昨夜书</a></td> \n",
      "当前的td.text: 昨夜书\n",
      "当前的td: <td><a data-lemmaid=\"56058397\" href=\"/item/%E6%94%BE%E9%A3%9E/56058397\" target=\"_blank\">放飞</a></td> \n",
      "当前的td.text: 放飞\n",
      "当前的td: <td>放肆</td> \n",
      "当前的td.text: 放肆\n",
      "当前的td: <td>温泉</td> \n",
      "当前的td.text: 温泉\n",
      "当前的td: <td>全世界最好的你</td> \n",
      "当前的td.text: 全世界最好的你\n",
      "当前的td: <td><a data-lemmaid=\"24232036\" href=\"/item/%E7%BE%A1%E6%85%95/24232036\" target=\"_blank\">羡慕</a></td> \n",
      "当前的td.text: 羡慕\n",
      "当前的td: <td><a data-lemmaid=\"23798988\" href=\"/item/%E9%9B%A8%E5%B9%95/23798988\" target=\"_blank\">雨幕</a></td> \n",
      "当前的td.text: 雨幕\n",
      "当前的td: <td><a data-lemmaid=\"23155597\" href=\"/item/%E7%BB%9D%E4%BB%A3%E9%A3%8E%E5%8D%8E/23155597\" target=\"_blank\">绝代风华</a></td> \n",
      "当前的td.text: 绝代风华\n",
      "当前的td: <td><a data-lemmaid=\"22838273\" href=\"/item/%E9%A3%9E%E9%A9%B0%E4%BA%8E%E4%BD%A0/22838273\" target=\"_blank\">飞驰于你</a></td> \n",
      "当前的td.text: 飞驰于你\n",
      "当前的td: <td>我乐意</td> \n",
      "当前的td.text: 我乐意\n",
      "当前的td: <td><a data-lemmaid=\"20598330\" href=\"/item/%E8%9D%B4%E8%9D%B6%E7%9A%84%E6%97%B6%E9%97%B4/20598330\" target=\"_blank\">蝴蝶的时间</a></td> \n",
      "当前的td.text: 蝴蝶的时间\n",
      "当前的td: <td>通关</td> \n",
      "当前的td.text: 通关\n",
      "当前的td: <td>深夜书店</td> \n",
      "当前的td.text: 深夜书店\n",
      "当前的td: <td><a data-lemmaid=\"20282714\" href=\"/item/%E4%BB%8A%E5%B9%B4%E5%8B%87/20282714\" target=\"_blank\">今年勇</a></td> \n",
      "当前的td.text: 今年勇\n",
      "当前的td: <td>江湖</td> \n",
      "当前的td.text: 江湖\n",
      "当前的td: <td>不语</td> \n",
      "当前的td.text: 不语\n",
      "当前的td: <td><a data-lemmaid=\"19406660\" href=\"/item/%E4%B9%A6%E9%A6%99%E5%B9%B4%E5%8D%8E/19406660\" target=\"_blank\">书香年华</a></td> \n",
      "当前的td.text: 书香年华\n",
      "当前的td: <td>千古</td> \n",
      "当前的td.text: 千古\n",
      "当前的td: <td><a data-lemmaid=\"9631821\" href=\"/item/%E8%BF%9D%E7%AB%A0%E5%8A%A8%E7%89%A9/9631821\" target=\"_blank\">违章动物</a></td> \n",
      "当前的td.text: 违章动物\n",
      "当前的td: <td><a data-lemmaid=\"2829437\" href=\"/item/%E5%B0%8F%E7%83%A6%E6%81%BC%E6%B2%A1%E4%BB%80%E4%B9%88%E5%A4%A7%E4%B8%8D%E4%BA%86/2829437\" target=\"_blank\">小烦恼没什么大不了</a></td> \n",
      "当前的td.text: 小烦恼没什么大不了\n",
      "当前的td: <td><a data-lemmaid=\"9967323\" href=\"/item/%E5%A5%B9%E5%91%8A%E8%AF%89%E6%88%91/9967323\" target=\"_blank\">她告诉我</a></td> \n",
      "当前的td.text: 她告诉我\n",
      "当前的td: <td><a data-lemmaid=\"4580722\" href=\"/item/%E5%A4%A9%E9%BE%99%E5%85%AB%E9%83%A8%E4%B9%8B%E5%AE%BF%E6%95%8C/4580722\" target=\"_blank\">天龙八部之宿敌</a></td> \n",
      "当前的td.text: 天龙八部之宿敌\n",
      "当前的td: <td>素颜</td> \n",
      "当前的td.text: 素颜\n",
      "当前的td: <td><a data-lemmaid=\"8513093\" href=\"/item/%E5%8D%8A%E5%9F%8E%E7%83%9F%E6%B2%99/8513093\" target=\"_blank\">半城烟沙</a></td> \n",
      "当前的td.text: 半城烟沙\n",
      "当前的td: <td><a data-lemmaid=\"1746664\" href=\"/item/%E6%B5%85%E5%94%B1/1746664\" target=\"_blank\">浅唱</a></td> \n",
      "当前的td.text: 浅唱\n",
      "当前的td: <td><a data-lemmaid=\"4119188\" href=\"/item/%E5%8D%97%E5%B1%B1%E5%BF%86/4119188\" target=\"_blank\">南山忆</a></td> \n",
      "当前的td.text: 南山忆\n",
      "当前的td: <td>天使</td> \n",
      "当前的td.text: 天使\n",
      "当前的td: <td>爱情里的眼泪</td> \n",
      "当前的td.text: 爱情里的眼泪\n",
      "当前的td: <td>雪花谣</td> \n",
      "当前的td.text: 雪花谣\n",
      "当前的td: <td>英国情人</td> \n",
      "当前的td.text: 英国情人\n",
      "当前的td: <td><a data-lemmaid=\"10806798\" href=\"/item/%E6%83%9F%E7%88%B1%E4%BD%A0/10806798\" target=\"_blank\">惟爱你</a></td> \n",
      "当前的td.text: 惟爱你\n",
      "当前的td: <td>情侣装</td> \n",
      "当前的td.text: 情侣装\n",
      "当前的td: <td><a data-lemmaid=\"1486738\" href=\"/item/%E6%88%91%E7%9A%84baby/1486738\" target=\"_blank\">我的baby</a></td> \n",
      "当前的td.text: 我的baby\n",
      "当前的td: <td>断桥残雪</td> \n",
      "当前的td.text: 断桥残雪\n",
      "当前的td: <td><a data-lemmaid=\"2774160\" href=\"/item/%E6%88%91%E6%83%B3%E7%89%B5%E7%9D%80%E4%BD%A0%E7%9A%84%E6%89%8B/2774160\" target=\"_blank\">我想牵着你的手</a></td> \n",
      "当前的td.text: 我想牵着你的手\n",
      "当前的td: <td><a data-lemmaid=\"1008981\" href=\"/item/%E5%A2%A8%E5%B0%94%E6%9C%AC%2C%E6%99%B4/1008981\" target=\"_blank\">墨尔本,晴</a></td> \n",
      "当前的td.text: 墨尔本,晴\n",
      "当前的td: <td>你若成风</td> \n",
      "当前的td.text: 你若成风\n",
      "当前的td: <td><a data-lemmaid=\"10634935\" href=\"/item/%E5%AE%89%E5%BE%92%E7%94%9F%E4%B8%8D%E5%90%8E%E6%82%94/10634935\" target=\"_blank\">安徒生不后悔</a></td> \n",
      "当前的td.text: 安徒生不后悔\n",
      "当前的td: <td><a data-lemmaid=\"4551172\" href=\"/item/%E7%B2%89%E8%89%B2%E4%BF%A1%E7%AC%BA/4551172\" target=\"_blank\">粉色信笺</a></td> \n",
      "当前的td.text: 粉色信笺\n",
      "当前的td: <td>摇头玩</td> \n",
      "当前的td.text: 摇头玩\n",
      "当前的td: <td>玫瑰花的葬礼</td> \n",
      "当前的td.text: 玫瑰花的葬礼\n",
      "当前的td: <td><a data-lemmaid=\"4095912\" href=\"/item/%E7%9C%8B%E4%B8%8D%E8%A7%81%E7%9A%84%E9%A3%8E%E6%99%AF/4095912\" target=\"_blank\">看不见的风景</a></td> \n",
      "当前的td.text: 看不见的风景\n",
      "当前的td: <td>安琪</td> \n",
      "当前的td.text: 安琪\n",
      "当前的td: <td>散场电影</td> \n",
      "当前的td.text: 散场电影\n",
      "当前的td: <td><a data-lemmaid=\"3582048\" href=\"/item/%E6%9C%9D%E8%88%9E/3582048\" target=\"_blank\">朝舞</a></td> \n",
      "当前的td.text: 朝舞\n",
      "当前的td: <td></td> \n",
      "当前的td.text: \n",
      "当前的td: <td></td> \n",
      "当前的td.text: \n",
      "当前的td: <td></td> \n",
      "当前的td.text: \n",
      "当前的td: <td></td> \n",
      "当前的td.text: \n",
      "当前的td: <td></td> \n",
      "当前的td.text: \n"
     ]
    }
   ],
   "source": [
    "for strN in str_list:\r\n",
    "    songTab=soup.find('tbody',class_=strN)\r\n",
    "    tr_list=songTab.find_all('tr')\r\n",
    "    for tr in tr_list:\r\n",
    "        td=tr.find('td')\r\n",
    "        print(\"当前的td:\",td,\"\\n当前的td.text:\",td.text)\r\n",
    "        # a=td.find(\"a\")\r\n",
    "        # print(a.text)\r\n",
    "#这样就已经拿到了全部的歌曲"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['昨夜书', '放飞', '放肆', '温泉', '全世界最好的你', '羡慕', '雨幕', '绝代风华', '飞驰于你', '我乐意', '蝴蝶的时间', '通关', '深夜书店', '今年勇', '江湖', '不语', '书香年华', '千古', '违章动物', '小烦恼没什么大不了', '她告诉我', '天龙八部之宿敌', '素颜', '半城烟沙', '浅唱', '南山忆', '天使', '爱情里的眼泪', '雪花谣', '英国情人', '惟爱你', '情侣装', '我的baby', '断桥残雪', '我想牵着你的手', '墨尔本,晴', '你若成风', '安徒生不后悔', '粉色信笺', '摇头玩', '玫瑰花的葬礼', '看不见的风景', '安琪', '散场电影', '朝舞']\n"
     ]
    }
   ],
   "source": [
    "song_list=[]\r\n",
    "for strN in str_list:\r\n",
    "    songTab=soup.find('tbody',class_=strN)\r\n",
    "    tr_list=songTab.find_all('tr')\r\n",
    "    for tr in tr_list:\r\n",
    "        td=tr.find('td')\r\n",
    "        if len(td.text)>0:\r\n",
    "            song_list.append(td.text)\r\n",
    "print(song_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 4.通过拿到的歌曲的名称生成词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "昨夜书 放飞 放肆 温泉 全世界最好的你 羡慕 雨幕 绝代风华 飞驰于你 我乐意 蝴蝶的时间 通关 深夜书店 今年勇 江湖 不语 书香年华 千古 违章动物 小烦恼没什么大不了 她告诉我 天龙八部之宿敌 素颜 半城烟沙 浅唱 南山忆 天使 爱情里的眼泪 雪花谣 英国情人 惟爱你 情侣装 我的baby 断桥残雪 我想牵着你的手 墨尔本,晴 你若成风 安徒生不后悔 粉色信笺 摇头玩 玫瑰花的葬礼 看不见的风景 安琪 散场电影 朝舞 <class 'str'>\n"
     ]
    }
   ],
   "source": [
    "#然后有了这个list之后 就可以得到词云了\r\n",
    "song_strL=' '.join(song_list)\r\n",
    "print(song_strL,type(song_strL))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = wordcloud.WordCloud(font_path=\"./simkai.ttf\",background_color=\"white\")#生成w  \r\n",
    "w.generate(song_strL)#把那个有间隔的字符串喂进去\r\n",
    "\r\n",
    "plt.figure()\r\n",
    "plt.imshow(w)\r\n",
    "plt.axis(\"off\")\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 5.保存文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7fd334150490>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#保存一下文件\r\n",
    "w.to_file(\"xusongS.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3, 1, 3, 4, 2, 1, 4, 2, 1, 1, 3, 5, 2, 1, 3, 4, 1, 1, 4, 3, 2, 1, 4, 1, 3, 1, 3, 5, 4, 3, 3, 1, 3, 4, 5, 2, 2, 3, 3, 4, 5, 5, 1, 4, 4] 45\n"
     ]
    }
   ],
   "source": [
    "#这里生成了词云图 但是词云图中的某个词的大小是按照在list中出现的索引顺序分配的，如果能够让其大小是随机的那就好了\r\n",
    "#可以这样做  生成一个字典 key是随机生成的一个数字 value就是那个词  然后把把它喂入到woudcloud.fit_words()方法里面就OK了\r\n",
    "import random\r\n",
    "freq_List=[random.randint(1,5) for i in range(len(song_list))]\r\n",
    "print(freq_List,len(freq_List))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'昨夜书': 3, '放飞': 1, '放肆': 3, '温泉': 4, '全世界最好的你': 2, '羡慕': 1, '雨幕': 4, '绝代风华': 2, '飞驰于你': 1, '我乐意': 1, '蝴蝶的时间': 3, '通关': 5, '深夜书店': 2, '今年勇': 1, '江湖': 3, '不语': 4, '书香年华': 1, '千古': 1, '违章动物': 4, '小烦恼没什么大不了': 3, '她告诉我': 2, '天龙八部之宿敌': 1, '素颜': 4, '半城烟沙': 1, '浅唱': 3, '南山忆': 1, '天使': 3, '爱情里的眼泪': 5, '雪花谣': 4, '英国情人': 3, '惟爱你': 3, '情侣装': 1, '我的baby': 3, '断桥残雪': 4, '我想牵着你的手': 5, '墨尔本,晴': 2, '你若成风': 2, '安徒生不后悔': 3, '粉色信笺': 3, '摇头玩': 4, '玫瑰花的葬礼': 5, '看不见的风景': 5, '安琪': 1, '散场电影': 4, '朝舞': 4} <class 'dict'> 45\n"
     ]
    }
   ],
   "source": [
    "freqc_dict=dict(zip(song_list,freq_List))\r\n",
    "print(freqc_dict,type(freqc_dict),len(freqc_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7fd3344544d0>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = wordcloud.WordCloud(font_path=\"./simkai.ttf\",background_color=\"white\")#生成wordcloud \r\n",
    "wc.fit_words(freqc_dict)#把词频的字典喂进去\r\n",
    "\r\n",
    "plt.figure()\r\n",
    "plt.imshow(wc)\r\n",
    "plt.axis(\"off\")\r\n",
    "plt.show()\r\n",
    "\r\n",
    "#保存一下文件\r\n",
    "wc.to_file(\"xusongS.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PaddlePaddle 2.1.2 (Python 3.5)",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
